{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "282"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import gym\n",
    "\n",
    "\n",
    "#定义环境\n",
    "class MyWrapper(gym.Wrapper):\n",
    "\n",
    "    def __init__(self):\n",
    "        env = gym.make('Taxi-v3', render_mode='rgb_array')\n",
    "        super().__init__(env)\n",
    "        self.env = env\n",
    "        self.step_n = 0\n",
    "\n",
    "    def reset(self):\n",
    "        state, _ = self.env.reset()\n",
    "        self.step_n = 0\n",
    "        return state\n",
    "\n",
    "    def step(self, action):\n",
    "        state, reward, done, _, info = self.env.step(action)\n",
    "\n",
    "        #一局游戏最多走N步\n",
    "        self.step_n += 1\n",
    "        if self.step_n >= 200:\n",
    "            done = True\n",
    "\n",
    "        return state, reward, done, info\n",
    "\n",
    "\n",
    "env = MyWrapper()\n",
    "\n",
    "env.reset()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "\n",
    "#打印游戏\n",
    "def show():\n",
    "    plt.figure(figsize=(3, 3))\n",
    "    plt.imshow(env.render())\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "env.observation_space= Discrete(500)\n",
      "env.action_space= Discrete(6)\n",
      "state= 414\n",
      "action= 1\n",
      "next_state= 314\n",
      "reward= -1\n",
      "done= False\n"
     ]
    }
   ],
   "source": [
    "#认识游戏环境\n",
    "def test_env():\n",
    "    print('env.observation_space=', env.observation_space)\n",
    "    print('env.action_space=', env.action_space)\n",
    "\n",
    "    state = env.reset()\n",
    "    action = env.action_space.sample()\n",
    "    next_state, reward, done, _ = env.step(action)\n",
    "\n",
    "    print('state=', state)\n",
    "    print('action=', action)\n",
    "    print('next_state=', next_state)\n",
    "    print('reward=', reward)\n",
    "    print('done=', done)\n",
    "\n",
    "\n",
    "test_env()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "lnrb_nX33fJo"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(500, 6)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "#定义Q矩阵,它评估了在每一个状态下,每一个动作的价值\n",
    "Q = np.zeros([500, 6])\n",
    "\n",
    "Q.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "cYxHuckr4LiG"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import random\n",
    "\n",
    "\n",
    "#获取action的函数,eps形容了随机性,取1时完全随机,取0时完全利用\n",
    "def get_action(state, eps):\n",
    "    if random.random() < eps:\n",
    "        return env.action_space.sample()\n",
    "\n",
    "    return Q[state].argmax()\n",
    "\n",
    "\n",
    "get_action(0, 0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "jNl0_JO2cbkm"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-200.0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython import display\n",
    "\n",
    "\n",
    "#测试一局游戏,得到reward_sum\n",
    "def test(play=False):\n",
    "    state = env.reset()\n",
    "    reward_sum = 0\n",
    "    done = False\n",
    "\n",
    "    while not done:\n",
    "        action = get_action(state, 0)\n",
    "        state, reward, done, _ = env.step(action)\n",
    "        reward_sum += reward\n",
    "\n",
    "        if play:\n",
    "            display.clear_output(wait=True)\n",
    "            show()\n",
    "\n",
    "    return reward_sum\n",
    "\n",
    "\n",
    "np.mean([test() for _ in range(20)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "id": "IyZaYbUAeolw"
   },
   "outputs": [],
   "source": [
    "#训练\n",
    "def train():\n",
    "    #等差数列,描述了动作的随机性,随机性随着训练进度,越来越倾向于利用\n",
    "    eps = np.linspace(1, 0.01, 40000)\n",
    "\n",
    "    #训练N局游戏\n",
    "    for i in range(40000):\n",
    "        state = env.reset()\n",
    "        done = False\n",
    "\n",
    "        #一局游戏\n",
    "        while not done:\n",
    "            action = get_action(state, eps[i])\n",
    "            next_state, reward, done, _ = env.step(action)\n",
    "\n",
    "            #计算QLearning的更新量\n",
    "            #update = reward + 0.95 * next_state的最高分数 - 当前state,action的分数\n",
    "            update = reward + 0.95 * Q[next_state].max() - Q[state][action]\n",
    "\n",
    "            #更新Q矩阵,系数是lr\n",
    "            Q[state][action] += 0.7 * update\n",
    "\n",
    "            state = next_state\n",
    "\n",
    "        if i % 2000 == 0:\n",
    "            #测试N局游戏\n",
    "            print(i, np.mean([test() for _ in range(5)]))\n",
    "\n",
    "    np.savetxt('save/2.QLearning_Taxi', Q)\n",
    "\n",
    "\n",
    "#train()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Q = np.loadtxt('save/2.QLearning_Taxi')\n",
    "\n",
    "#试玩\n",
    "test(play=True)"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [
    "67OdoKL63eDD",
    "8R5ej1fS4P2V",
    "B2_-8b8z5k54",
    "Pnpk2ePoem3r",
    "QZ5LrR-joIHD",
    "EtrfoTaBoNrd"
   ],
   "include_colab_link": true,
   "name": "Copie de Copie de Unit 2: Q-Learning with FrozenLake-v1 and Taxi-v3.ipynb",
   "private_outputs": true,
   "provenance": []
  },
  "gpuClass": "standard",
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
